{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fit.datamodules.tomo_rec import MNIST_TRecFITDM, Kanji_TRecFITDM, LoDoPaB_TRecFITDM\n",
    "from fit.utils.tomo_utils import get_polar_rfft_coords_2D, get_polar_rfft_coords_sinogram\n",
    "from fit.transformers.PositionalEncoding2D import PositionalEncoding2D\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from skimage.transform import iradon\n",
    "\n",
    "import torch\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from fit.utils import denormalize_FC, pol2cart, fft_interpolate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tomographic Reconstruction Datasets\n",
    "\n",
    "We used MNIST, Kanji and LoDoPaB in our tomographic reconstruction experiments. This notebook displays the different datasets and allows us to play around with number of projection angles.\n",
    "\n",
    "Choose a dataset in the next cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n",
      "Failed to download (trying next):\n",
      "HTTP Error 503: Service Unavailable\n",
      "\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b07e22e3fbe940c7951df3d8d5be295d",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
      "Failed to download (trying next):\n",
      "HTTP Error 503: Service Unavailable\n",
      "\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-labels-idx1-ubyte.gz\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5dbf25abbda5497880f33825c7aa8c0e",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
      "Failed to download (trying next):\n",
      "HTTP Error 503: Service Unavailable\n",
      "\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dd96821cc7db4542952d05135a53692f",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
      "Failed to download (trying next):\n",
      "HTTP Error 503: Service Unavailable\n",
      "\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-labels-idx1-ubyte.gz\n",
      "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a02de26c2354743a78f1d0d24b48491",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
      "\n",
      "Processing...\n",
      "Done!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Programs/miniconda3/envs/fit_test/lib/python3.7/site-packages/torchvision/datasets/mnist.py:502: UserWarning: The given NumPy array is not writeable, and PyTorch does not support non-writeable tensors. This means you can write to the underlying (supposedly non-writeable) NumPy array using the tensor. You may want to copy the array to protect its data or make it writeable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at  /pytorch/torch/csrc/utils/tensor_numpy.cpp:141.)\n",
      "  return torch.from_numpy(parsed.astype(m[2], copy=False)).view(*s)\n"
     ]
    }
   ],
   "source": [
    "dm = MNIST_TRecFITDM(root_dir='./data/', batch_size=4, num_angles=7)\n",
    "\n",
    "# dm = Kanji_TRecFITDM(root_dir='./data/Kanji/', batch_size=4, num_angles=33)\n",
    "\n",
    "# dm = LoDoPaB_TRecFITDM(batch_size=4, gt_shape=111, num_angles=33)\n",
    "\n",
    "dm.prepare_data()\n",
    "dm.setup()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtered Backprojection\n",
    "\n",
    "Filtered backprojection (FBP) is a common method for tomographic reconstruction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dl = dm.train_dataloader()\n",
    "\n",
    "for sino, gt  in train_dl.dataset.ds:\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fbp = iradon(sino.numpy().T, theta=np.rad2deg(-dm.gt_ds.get_ray_trafo().geometry.angles), circle=True,\n",
    "                 output_size=dm.gt_shape).astype(np.float32).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(sino)\n",
    "plt.title('Sinogram');\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(fbp)\n",
    "plt.title('Filtered Backprojection');\n",
    "plt.subplot(1,3,3)\n",
    "plt.imshow(gt)\n",
    "plt.title('Ground Truth');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we only have 7 tilt-angles the FBP sufferes from striping artefacts also known as missing wedge artefacts. These missing wedge artefacts are directly related to an undersampling in Fourier space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fourier Space Sampling\n",
    "\n",
    "Next we will compute the coordinates of the Fourier transformed projections from the sinogram and compare them to the coordinates of the Fourier transformed ground truth image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "det_len = dm.gt_ds.get_ray_trafo().geometry.detector.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "src_r, src_phi, src_flatten_order = get_polar_rfft_coords_sinogram(angles=dm.gt_ds.get_ray_trafo().geometry.angles,\n",
    "                                                                   det_len=det_len)\n",
    "dst_r, dst_phi, dst_flatten_order, order = get_polar_rfft_coords_2D(img_shape=dm.gt_shape)\n",
    "target_shape = order.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 10))\n",
    "plt.scatter(*pol2cart(src_r, src_phi), marker='o', label='Projection Coordinates')\n",
    "plt.scatter(*pol2cart(dst_r, dst_phi), marker='.', label='Target Coordinates')\n",
    "plt.legend();\n",
    "plt.axis('equal');\n",
    "plt.title('Fourier Coefficient Coordinates\\n');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we clearly see that many of the high frequencies are not sampled, hence the name missing wedge artefacts.\n",
    "\n",
    "The goal of our Fourier Image Transformer (FIT) for tomographic reconstruction is to restore these missing high frequency Fourier coefficients.\n",
    "\n",
    "## Training-Data\n",
    "In the following cells we inspect the training data and make sure that we can transform the normalized amplitudes and phases of the Fourier transformed sinogram and ground truth back into real image space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dl = dm.train_dataloader()\n",
    "\n",
    "for sinogram_fc, fbp_fc, y_fc, y_real, (amp_min, amp_max) in train_dl:\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We have to convert angle and magnitude back to Fourier coefficients\n",
    "sinogram_fc = denormalize_FC(sinogram_fc, amp_min, amp_max)\n",
    "y_fc = denormalize_FC(y_fc, amp_min, amp_max)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We already know the we can reconstruct the 2D image from the sinogram via FBP. Here we want to verify that the sinogram Fourier coefficients are valid. We do this by interpolating the Fourier coefficients of the densly sampled Fourier space from `sinogram_fc`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "fc_interpolated = fft_interpolate(src_r, src_phi, dst_r, dst_phi, sinogram_fc[0,src_flatten_order], \n",
    "                                   target_shape=target_shape, dst_flatten_order=dst_flatten_order)\n",
    "rec_interpolated = np.roll(np.fft.irfftn(fc_interpolated, s=2*(dm.gt_shape,)), 2*(dm.gt_shape//2,), (0, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the next cell we verify that the normalized amplitudes and phases of the ground truth image can be back transformed into real image space i.e. back transformed into the ground truth image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_fc_ = y_fc[0].numpy().flatten()[dst_flatten_order]\n",
    "y_fc_[dst_flatten_order] = y_fc_.flatten()\n",
    "y_target = np.roll(np.fft.irfftn(y_fc_.reshape(*target_shape), s=2*(dm.gt_shape,)), 2*(dm.gt_shape//2,), (0, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,5))\n",
    "plt.subplot(1,5,1)\n",
    "plt.imshow(sino)\n",
    "plt.title('Sinogram');\n",
    "plt.subplot(1,5,2)\n",
    "plt.imshow(rec_interpolated)\n",
    "plt.title('Fourier Space Interpolation');\n",
    "plt.subplot(1,5,3)\n",
    "plt.imshow(fbp)\n",
    "plt.title('Filtered Backprojection')\n",
    "plt.subplot(1,5,4)\n",
    "plt.imshow(y_target)\n",
    "plt.title('Ground Truth from Fourier Coefficients');\n",
    "plt.subplot(1,5,5)\n",
    "plt.imshow(y_real[0])\n",
    "plt.title('Ground Truth');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Positional Encoding\n",
    "\n",
    "Since we work with transformers and want to utilize the location information of our data we have to provide it via positional encoding. Fourier spectra are best described by polar-coordinates, hence we use a polar-coordinate based positional encoding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos_enc = PositionalEncoding2D(8, (dst_r, dst_phi), dst_flatten_order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,7))\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(*pol2cart(dst_r[dst_flatten_order], dst_phi[dst_flatten_order]), c=pos_enc.pe[0,:,0])\n",
    "plt.axis('equal');\n",
    "plt.title('Polar-Coordiante Positional Encoding\\n Target-Radius');\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(*pol2cart(dst_r[dst_flatten_order], dst_phi[dst_flatten_order]), c=pos_enc.pe[0,:,4])\n",
    "plt.axis('equal');\n",
    "plt.title('Polar-Coordiante Positional Encoding\\n Target-Angle');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
